Named after the Suburban Handicap horse race held in the Brooklyn's Sheepshead Bay during the 1800s, the Suburban Cocktail comes to us via the Old Waldorf-Astoria Bar Book. It was meant to celebrate men such as James R Keene who made their riches in stocks and owned a number of horses.